Crime Profile Report

Dataset statistics

Number of variables	24
Number of observations	12
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.4 KiB
Average record size in memory	202.7 B

Variable types

Numeric	24

Alerts

`countyCode` is highly correlated with `population` and 15 other fields	High correlation
`population` is highly correlated with `countyCode` and 17 other fields	High correlation
`agePct12t21` is highly correlated with `countyCode` and 11 other fields	High correlation
`agePct12t29` is highly correlated with `agePct12t21` and 8 other fields	High correlation
`agePct16t24` is highly correlated with `agePct12t21` and 5 other fields	High correlation
`agePct65up` is highly correlated with `agePct12t21` and 15 other fields	High correlation
`murders` is highly correlated with `agePct12t21` and 15 other fields	High correlation
`murdPerPop` is highly correlated with `countyCode` and 20 other fields	High correlation
`rapes` is highly correlated with `countyCode` and 20 other fields	High correlation
`rapesPerPop` is highly correlated with `countyCode` and 18 other fields	High correlation
`robberies` is highly correlated with `population` and 14 other fields	High correlation
`robbbPerPop` is highly correlated with `population` and 17 other fields	High correlation
`assaults` is highly correlated with `countyCode` and 20 other fields	High correlation
`assaultPerPop` is highly correlated with `countyCode` and 19 other fields	High correlation
`burglaries` is highly correlated with `population` and 18 other fields	High correlation
`burglPerPop` is highly correlated with `countyCode` and 18 other fields	High correlation
`larcenies` is highly correlated with `countyCode` and 19 other fields	High correlation
`larcPerPop` is highly correlated with `countyCode` and 18 other fields	High correlation
`autoTheft` is highly correlated with `countyCode` and 21 other fields	High correlation
`autoTheftPerPop` is highly correlated with `countyCode` and 18 other fields	High correlation
`arsons` is highly correlated with `countyCode` and 14 other fields	High correlation
`arsonsPerPop` is highly correlated with `countyCode` and 18 other fields	High correlation
`ViolentCrimesPerPop` is highly correlated with `countyCode` and 19 other fields	High correlation
`nonViolPerPop` is highly correlated with `countyCode` and 19 other fields	High correlation
`countyCode` has unique values	Unique
`population` has unique values	Unique
`agePct12t21` has unique values	Unique
`agePct12t29` has unique values	Unique
`agePct16t24` has unique values	Unique
`agePct65up` has unique values	Unique
`rapes` has unique values	Unique
`rapesPerPop` has unique values	Unique
`robberies` has unique values	Unique
`robbbPerPop` has unique values	Unique
`assaults` has unique values	Unique
`assaultPerPop` has unique values	Unique
`burglaries` has unique values	Unique
`burglPerPop` has unique values	Unique
`larcenies` has unique values	Unique
`larcPerPop` has unique values	Unique
`autoTheft` has unique values	Unique
`autoTheftPerPop` has unique values	Unique
`ViolentCrimesPerPop` has unique values	Unique
`nonViolPerPop` has unique values	Unique
`murders` has 3 (25.0%) zeros	Zeros
`murdPerPop` has 3 (25.0%) zeros	Zeros
`arsons` has 3 (25.0%) zeros	Zeros
`arsonsPerPop` has 3 (25.0%) zeros	Zeros
`nonViolPerPop` has 1 (8.3%) zeros	Zeros

Reproduction

Analysis started	2022-12-02 03:22:36.281402
Analysis finished	2022-12-02 03:23:30.779542
Duration	54.5 seconds
Software version	pandas-profiling v3.3.0
Download configuration	config.json

countyCode
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.16666667

Minimum	1
Maximum	27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	1
5-th percentile	2.1
Q1	8
median	14
Q3	21.5
95-th percentile	25.9
Maximum	27
Range	26
Interquartile range (IQR)	13.5

Descriptive statistics

Standard deviation	8.716059716
Coefficient of variation (CV)	0.6152512741
Kurtosis	-1.229054284
Mean	14.16666667
Median Absolute Deviation (MAD)	8
Skewness	-0.03293188754
Sum	170
Variance	75.96969697
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	1	8.3%
3	1	8.3%
5	1	8.3%
9	1	8.3%
11	1	8.3%
13	1	8.3%
15	1	8.3%
17	1	8.3%
21	1	8.3%
23	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	8.3%
3	1	8.3%
5	1	8.3%
9	1	8.3%
11	1	8.3%
13	1	8.3%
15	1	8.3%
17	1	8.3%
21	1	8.3%
23	1	8.3%

Value	Count	Frequency (%)
27	1	8.3%
25	1	8.3%
23	1	8.3%
21	1	8.3%
17	1	8.3%
15	1	8.3%
13	1	8.3%
11	1	8.3%
9	1	8.3%
5	1	8.3%

population
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	367578.4167

Minimum	18666
Maximum	1174850
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	18666
5-th percentile	23394.9
Q1	104716
median	316936
Q3	536939.25
95-th percentile	844538.15
Maximum	1174850
Range	1156184
Interquartile range (IQR)	432223.25

Descriptive statistics

Standard deviation	327030.9483
Coefficient of variation (CV)	0.8896902904
Kurtosis	2.431287099
Mean	367578.4167
Median Absolute Deviation (MAD)	226709.5
Skewness	1.308824086
Sum	4410941
Variance	1.069492411 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
117815	1	8.3%
65419	1	8.3%
350691	1	8.3%
557058	1	8.3%
18666	1	8.3%
283181	1	8.3%
27264	1	8.3%
1174850	1	8.3%
530233	1	8.3%
253897	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18666	1	8.3%
27264	1	8.3%
65419	1	8.3%
117815	1	8.3%
253897	1	8.3%
283181	1	8.3%
350691	1	8.3%
457584	1	8.3%
530233	1	8.3%
557058	1	8.3%

Value	Count	Frequency (%)
1174850	1	8.3%
574283	1	8.3%
557058	1	8.3%
530233	1	8.3%
457584	1	8.3%
350691	1	8.3%
283181	1	8.3%
253897	1	8.3%
117815	1	8.3%
65419	1	8.3%

agePct12t21
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.72924333

Minimum	10.78666667
Maximum	15.805
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	10.78666667
5-th percentile	11.6355
Q1	12.45469572
median	13.90420168
Q3	15.16875
95-th percentile	15.71669444
Maximum	15.805
Range	5.018333333
Interquartile range (IQR)	2.714054276

Descriptive statistics

Standard deviation	1.608628467
Coefficient of variation (CV)	0.1171680353
Kurtosis	-0.9822509866
Mean	13.72924333
Median Absolute Deviation (MAD)	1.456685233
Skewness	-0.274698305
Sum	164.7509199
Variance	2.587685545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
10.78666667	1	8.3%
15.405	1	8.3%
15.64444444	1	8.3%
12.461875	1	8.3%
12.33	1	8.3%
13.97428571	1	8.3%
15.805	1	8.3%
12.55970588	1	8.3%
12.43315789	1	8.3%
14.42666667	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.78666667	1	8.3%
12.33	1	8.3%
12.43315789	1	8.3%
12.461875	1	8.3%
12.55970588	1	8.3%
13.83411765	1	8.3%
13.97428571	1	8.3%
14.42666667	1	8.3%
15.09	1	8.3%
15.405	1	8.3%

Value	Count	Frequency (%)
15.805	1	8.3%
15.64444444	1	8.3%
15.405	1	8.3%
15.09	1	8.3%
14.42666667	1	8.3%
13.97428571	1	8.3%
13.83411765	1	8.3%
12.55970588	1	8.3%
12.461875	1	8.3%
12.43315789	1	8.3%

agePct12t29
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.79592767

Minimum	20.66166667
Maximum	35.85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	20.66166667
5-th percentile	22.75075
Q1	25.01738839
median	27.00495098
Q3	27.53698529
95-th percentile	31.824
Maximum	35.85
Range	15.18833333
Interquartile range (IQR)	2.519596901

Descriptive statistics

Standard deviation	3.545477943
Coefficient of variation (CV)	0.1323140586
Kurtosis	4.148907112
Mean	26.79592767
Median Absolute Deviation (MAD)	1.432368421
Skewness	1.198193947
Sum	321.5511321
Variance	12.57041385
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
20.66166667	1	8.3%
28.53	1	8.3%
27.46555556	1	8.3%
25.129375	1	8.3%
24.46	1	8.3%
24.68142857	1	8.3%
27.525	1	8.3%
26.94323529	1	8.3%
25.66526316	1	8.3%
27.06666667	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20.66166667	1	8.3%
24.46	1	8.3%
24.68142857	1	8.3%
25.129375	1	8.3%
25.66526316	1	8.3%
26.94323529	1	8.3%
27.06666667	1	8.3%
27.46555556	1	8.3%
27.525	1	8.3%
27.57294118	1	8.3%

Value	Count	Frequency (%)
35.85	1	8.3%
28.53	1	8.3%
27.57294118	1	8.3%
27.525	1	8.3%
27.46555556	1	8.3%
27.06666667	1	8.3%
26.94323529	1	8.3%
25.66526316	1	8.3%
25.129375	1	8.3%
24.68142857	1	8.3%

agePct16t24
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.73180476

Minimum	9.84
Maximum	19.45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	9.84
5-th percentile	10.852
Q1	12.46407895
median	13.32382353
Q3	14.97875
95-th percentile	17.45075
Maximum	19.45
Range	9.61
Interquartile range (IQR)	2.514671053

Descriptive statistics

Standard deviation	2.452817645
Coefficient of variation (CV)	0.1786231081
Kurtosis	1.874756194
Mean	13.73180476
Median Absolute Deviation (MAD)	1.338333333
Skewness	0.9514238867
Sum	164.7816571
Variance	6.0163144
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
9.84	1	8.3%
15.815	1	8.3%
14.78666667	1	8.3%
12.11	1	8.3%
11.68	1	8.3%
12.74857143	1	8.3%
15.555	1	8.3%
13.13647059	1	8.3%
12.58210526	1	8.3%
13.56666667	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.84	1	8.3%
11.68	1	8.3%
12.11	1	8.3%
12.58210526	1	8.3%
12.74857143	1	8.3%
13.13647059	1	8.3%
13.51117647	1	8.3%
13.56666667	1	8.3%
14.78666667	1	8.3%
15.555	1	8.3%

Value	Count	Frequency (%)
19.45	1	8.3%
15.815	1	8.3%
15.555	1	8.3%
14.78666667	1	8.3%
13.56666667	1	8.3%
13.51117647	1	8.3%
13.13647059	1	8.3%
12.74857143	1	8.3%
12.58210526	1	8.3%
12.11	1	8.3%

agePct65up
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.06242146

Minimum	9.442222222
Maximum	20.605
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	9.442222222
5-th percentile	9.7765
Q1	11.53720588
median	12.36596491
Q3	13.92928571
95-th percentile	17.96775
Maximum	20.605
Range	11.16277778
Interquartile range (IQR)	2.392079832

Descriptive statistics

Standard deviation	3.01560185
Coefficient of variation (CV)	0.2308608598
Kurtosis	2.807063803
Mean	13.06242146
Median Absolute Deviation (MAD)	1.137857143
Skewness	1.481843018
Sum	156.7490575
Variance	9.093854516
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
20.605	1	8.3%
15.23	1	8.3%
12.70666667	1	8.3%
12.82125	1	8.3%
15.81	1	8.3%
13.49571429	1	8.3%
11.7	1	8.3%
11.22	1	8.3%
12.02526316	1	8.3%
9.442222222	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.442222222	1	8.3%
10.05	1	8.3%
11.22	1	8.3%
11.64294118	1	8.3%
11.7	1	8.3%
12.02526316	1	8.3%
12.70666667	1	8.3%
12.82125	1	8.3%
13.49571429	1	8.3%
15.23	1	8.3%

Value	Count	Frequency (%)
20.605	1	8.3%
15.81	1	8.3%
15.23	1	8.3%
13.49571429	1	8.3%
12.82125	1	8.3%
12.70666667	1	8.3%
12.02526316	1	8.3%
11.7	1	8.3%
11.64294118	1	8.3%
11.22	1	8.3%

murders
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	10
Distinct (%)	83.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.66666667

Minimum	0
Maximum	98
Zeros	3
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.5
median	11
Q3	17.75
95-th percentile	55.65
Maximum	98
Range	98
Interquartile range (IQR)	16.25

Descriptive statistics

Standard deviation	26.86103407
Coefficient of variation (CV)	1.611662044
Kurtosis	9.306034192
Mean	16.66666667
Median Absolute Deviation (MAD)	9
Skewness	2.918006811
Sum	200
Variance	721.5151515
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3	25.0%
2	1	8.3%
4	1	8.3%
14	1	8.3%
21	1	8.3%
17	1	8.3%
8	1	8.3%
16	1	8.3%
98	1	8.3%
20	1	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	25.0%
2	1	8.3%
4	1	8.3%
8	1	8.3%
14	1	8.3%
16	1	8.3%
17	1	8.3%
20	1	8.3%
21	1	8.3%
98	1	8.3%

Value	Count	Frequency (%)
98	1	8.3%
21	1	8.3%
20	1	8.3%
17	1	8.3%
16	1	8.3%
14	1	8.3%
8	1	8.3%
4	1	8.3%
2	1	8.3%
0	3	25.0%

murdPerPop
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	10
Distinct (%)	83.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.28583333

Minimum	0
Maximum	45.39
Zeros	3
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.195
median	17.34
Q3	23.075
95-th percentile	42.2935
Maximum	45.39
Range	45.39
Interquartile range (IQR)	19.88

Descriptive statistics

Standard deviation	15.37396587
Coefficient of variation (CV)	0.9440085474
Kurtosis	-0.4258920675
Mean	16.28583333
Median Absolute Deviation (MAD)	12.875
Skewness	0.6687226611
Sum	195.43
Variance	236.3588265
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3	25.0%
4.67	1	8.3%
4.26	1	8.3%
22.38	1	8.3%
16.88	1	8.3%
39.76	1	8.3%
25.16	1	8.3%
19.13	1	8.3%
17.8	1	8.3%
45.39	1	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	25.0%
4.26	1	8.3%
4.67	1	8.3%
16.88	1	8.3%
17.8	1	8.3%
19.13	1	8.3%
22.38	1	8.3%
25.16	1	8.3%
39.76	1	8.3%
45.39	1	8.3%

Value	Count	Frequency (%)
45.39	1	8.3%
39.76	1	8.3%
25.16	1	8.3%
22.38	1	8.3%
19.13	1	8.3%
17.8	1	8.3%
16.88	1	8.3%
4.67	1	8.3%
4.26	1	8.3%
0	3	25.0%

rapes
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.0833333

Minimum	3
Maximum	480
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	3
5-th percentile	3.55
Q1	35.75
median	93
Q3	164.75
95-th percentile	334.8
Maximum	480
Range	477
Interquartile range (IQR)	129

Descriptive statistics

Standard deviation	132.0230409
Coefficient of variation (CV)	1.03886983
Kurtosis	4.401515288
Mean	127.0833333
Median Absolute Deviation (MAD)	70
Skewness	1.850300851
Sum	1525
Variance	17430.08333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
42	1	8.3%
4	1	8.3%
90	1	8.3%
149	1	8.3%
17	1	8.3%
157	1	8.3%
3	1	8.3%
216	1	8.3%
96	1	8.3%
83	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	8.3%
4	1	8.3%
17	1	8.3%
42	1	8.3%
83	1	8.3%
90	1	8.3%
96	1	8.3%
149	1	8.3%
157	1	8.3%
188	1	8.3%

Value	Count	Frequency (%)
480	1	8.3%
216	1	8.3%
188	1	8.3%
157	1	8.3%
149	1	8.3%
96	1	8.3%
90	1	8.3%
83	1	8.3%
42	1	8.3%
17	1	8.3%

rapesPerPop
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	220.165

Minimum	17.13
Maximum	586.82
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	17.13
5-th percentile	19.1375
Q1	89.11
median	176.775
Q3	329.5025
95-th percentile	509.116
Maximum	586.82
Range	569.69
Interquartile range (IQR)	240.3925

Descriptive statistics

Standard deviation	174.7062669
Coefficient of variation (CV)	0.7935242517
Kurtosis	0.1755214019
Mean	220.165
Median Absolute Deviation (MAD)	120.49
Skewness	0.8575620475
Sum	2641.98
Variance	30522.27968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
159.3	1	8.3%
17.13	1	8.3%
144.52	1	8.3%
328.14	1	8.3%
89.76	1	8.3%
234.99	1	8.3%
20.78	1	8.3%
445.54	1	8.3%
333.59	1	8.3%
194.25	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.13	1	8.3%
20.78	1	8.3%
87.16	1	8.3%
89.76	1	8.3%
144.52	1	8.3%
159.3	1	8.3%
194.25	1	8.3%
234.99	1	8.3%
328.14	1	8.3%
333.59	1	8.3%

Value	Count	Frequency (%)
586.82	1	8.3%
445.54	1	8.3%
333.59	1	8.3%
328.14	1	8.3%
234.99	1	8.3%
194.25	1	8.3%
159.3	1	8.3%
144.52	1	8.3%
89.76	1	8.3%
87.16	1	8.3%

robberies
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	737.25

Minimum	7
Maximum	4081
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	7
5-th percentile	11.4
Q1	49.75
median	426
Q3	823.75
95-th percentile	2407.9
Maximum	4081
Range	4074
Interquartile range (IQR)	774

Descriptive statistics

Standard deviation	1118.039609
Coefficient of variation (CV)	1.516499979
Kurtosis	8.683726266
Mean	737.25
Median Absolute Deviation (MAD)	382.5
Skewness	2.797143236
Sum	8847
Variance	1250012.568
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
56	1	8.3%
31	1	8.3%
491	1	8.3%
976	1	8.3%
15	1	8.3%
727	1	8.3%
7	1	8.3%
1039	1	8.3%
290	1	8.3%
361	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	8.3%
15	1	8.3%
31	1	8.3%
56	1	8.3%
290	1	8.3%
361	1	8.3%
491	1	8.3%
727	1	8.3%
773	1	8.3%
976	1	8.3%

Value	Count	Frequency (%)
4081	1	8.3%
1039	1	8.3%
976	1	8.3%
773	1	8.3%
727	1	8.3%
491	1	8.3%
361	1	8.3%
290	1	8.3%
56	1	8.3%
31	1	8.3%

robbbPerPop
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	675.42

Minimum	40.66
Maximum	1658.12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	40.66
5-th percentile	59.525
Q1	194.9325
median	701.68
Q3	829.75
95-th percentile	1642.005
Maximum	1658.12
Range	1617.46
Interquartile range (IQR)	634.8175

Descriptive statistics

Standard deviation	546.2295821
Coefficient of variation (CV)	0.8087258033
Kurtosis	-0.106187545
Mean	675.42
Median Absolute Deviation (MAD)	330.64
Skewness	0.7069288725
Sum	8105.04
Variance	298366.7563
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
233.51	1	8.3%
74.96	1	8.3%
743.43	1	8.3%
1658.12	1	8.3%
79.2	1	8.3%
662.32	1	8.3%
40.66	1	8.3%
1628.82	1	8.3%
808.07	1	8.3%
540.12	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40.66	1	8.3%
74.96	1	8.3%
79.2	1	8.3%
233.51	1	8.3%
540.12	1	8.3%
662.32	1	8.3%
741.04	1	8.3%
743.43	1	8.3%
808.07	1	8.3%
894.79	1	8.3%

Value	Count	Frequency (%)
1658.12	1	8.3%
1628.82	1	8.3%
894.79	1	8.3%
808.07	1	8.3%
743.43	1	8.3%
741.04	1	8.3%
662.32	1	8.3%
540.12	1	8.3%
233.51	1	8.3%
79.2	1	8.3%

assaults
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1855.083333

Minimum	66
Maximum	6184
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	66
5-th percentile	187
Q1	492.25
median	1287
Q3	2202.5
95-th percentile	5474.5
Maximum	6184
Range	6118
Interquartile range (IQR)	1710.25

Descriptive statistics

Standard deviation	1922.979575
Coefficient of variation (CV)	1.036600103
Kurtosis	1.315004592
Mean	1855.083333
Median Absolute Deviation (MAD)	858.5
Skewness	1.444724864
Sum	22261
Variance	3697850.447
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1015	1	8.3%
301	1	8.3%
1928	1	8.3%
3026	1	8.3%
286	1	8.3%
556	1	8.3%
66	1	8.3%
4894	1	8.3%
1167	1	8.3%
1407	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
66	1	8.3%
286	1	8.3%
301	1	8.3%
556	1	8.3%
1015	1	8.3%
1167	1	8.3%
1407	1	8.3%
1431	1	8.3%
1928	1	8.3%
3026	1	8.3%

Value	Count	Frequency (%)
6184	1	8.3%
4894	1	8.3%
3026	1	8.3%
1928	1	8.3%
1431	1	8.3%
1407	1	8.3%
1167	1	8.3%
1015	1	8.3%
556	1	8.3%
301	1	8.3%

assaultPerPop
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3603.488333

Minimum	517.44
Maximum	10473.69
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	517.44
5-th percentile	787.5725
Q1	1413.2475
median	3093.445
Q3	4202.9325
95-th percentile	8647.0245
Maximum	10473.69
Range	9956.25
Interquartile range (IQR)	2789.685

Descriptive statistics

Standard deviation	2984.639941
Coefficient of variation (CV)	0.8282640778
Kurtosis	1.234679987
Mean	3603.488333
Median Absolute Deviation (MAD)	1776.98
Skewness	1.297451908
Sum	43241.86
Variance	8908075.579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3452.21	1	8.3%
1008.59	1	8.3%
2989.64	1	8.3%
6455.1	1	8.3%
1510.03	1	8.3%
1972.98	1	8.3%
517.44	1	8.3%
10473.69	1	8.3%
3197.25	1	8.3%
3389.55	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
517.44	1	8.3%
1008.59	1	8.3%
1122.9	1	8.3%
1510.03	1	8.3%
1972.98	1	8.3%
2989.64	1	8.3%
3197.25	1	8.3%
3389.55	1	8.3%
3452.21	1	8.3%
6455.1	1	8.3%

Value	Count	Frequency (%)
10473.69	1	8.3%
7152.48	1	8.3%
6455.1	1	8.3%
3452.21	1	8.3%
3389.55	1	8.3%
3197.25	1	8.3%
2989.64	1	8.3%
1972.98	1	8.3%
1510.03	1	8.3%
1122.9	1	8.3%

burglaries
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3774.666667

Minimum	105
Maximum	8683
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	105
5-th percentile	160
Q1	1350.75
median	3203
Q3	5983.25
95-th percentile	8297.45
Maximum	8683
Range	8578
Interquartile range (IQR)	4632.5

Descriptive statistics

Standard deviation	2982.777209
Coefficient of variation (CV)	0.7902094337
Kurtosis	-1.115994222
Mean	3774.666667
Median Absolute Deviation (MAD)	2494
Skewness	0.3871735957
Sum	45296
Variance	8896959.879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1574	1	8.3%
681	1	8.3%
3537	1	8.3%
6926	1	8.3%
205	1	8.3%
4217	1	8.3%
105	1	8.3%
8683	1	8.3%
2848	1	8.3%
2869	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
105	1	8.3%
205	1	8.3%
681	1	8.3%
1574	1	8.3%
2848	1	8.3%
2869	1	8.3%
3537	1	8.3%
4217	1	8.3%
5669	1	8.3%
6926	1	8.3%

Value	Count	Frequency (%)
8683	1	8.3%
7982	1	8.3%
6926	1	8.3%
5669	1	8.3%
4217	1	8.3%
3537	1	8.3%
2869	1	8.3%
2848	1	8.3%
1574	1	8.3%
681	1	8.3%

burglPerPop
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7361.9775

Minimum	841.2
Maximum	18891.46
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	841.2
5-th percentile	973.8435
Q1	1941.12
median	6742.41
Q3	9604.79
95-th percentile	17106.787
Maximum	18891.46
Range	18050.26
Interquartile range (IQR)	7663.67

Descriptive statistics

Standard deviation	5816.798751
Coefficient of variation (CV)	0.7901136279
Kurtosis	-0.143827025
Mean	7361.9775
Median Absolute Deviation (MAD)	4965.2
Skewness	0.7404196165
Sum	88343.73
Variance	33835147.71
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
7249.8	1	8.3%
2105.03	1	8.3%
6705.23	1	8.3%
15646.6	1	8.3%
1082.37	1	8.3%
6779.59	1	8.3%
841.2	1	8.3%
18891.46	1	8.3%
8757.58	1	8.3%
6689.06	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
841.2	1	8.3%
1082.37	1	8.3%
1449.39	1	8.3%
2105.03	1	8.3%
6689.06	1	8.3%
6705.23	1	8.3%
6779.59	1	8.3%
7249.8	1	8.3%
8757.58	1	8.3%
12146.42	1	8.3%

Value	Count	Frequency (%)
18891.46	1	8.3%
15646.6	1	8.3%
12146.42	1	8.3%
8757.58	1	8.3%
7249.8	1	8.3%
6779.59	1	8.3%
6705.23	1	8.3%
6689.06	1	8.3%
2105.03	1	8.3%
1449.39	1	8.3%

larcenies
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8549.833333

Minimum	286
Maximum	24789
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	286
5-th percentile	413.05
Q1	2244.75
median	7133.5
Q3	10675.75
95-th percentile	23205.55
Maximum	24789
Range	24503
Interquartile range (IQR)	8431

Descriptive statistics

Standard deviation	7912.113186
Coefficient of variation (CV)	0.9254113942
Kurtosis	0.5649391911
Mean	8549.833333
Median Absolute Deviation (MAD)	4086
Skewness	1.09669679
Sum	102598
Variance	62601535.06
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
2539	1	8.3%
1362	1	8.3%
6262	1	8.3%
10664	1	8.3%
517	1	8.3%
10711	1	8.3%
286	1	8.3%
21910	1	8.3%
8005	1	8.3%
5548	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
286	1	8.3%
517	1	8.3%
1362	1	8.3%
2539	1	8.3%
5548	1	8.3%
6262	1	8.3%
8005	1	8.3%
10005	1	8.3%
10664	1	8.3%
10711	1	8.3%

Value	Count	Frequency (%)
24789	1	8.3%
21910	1	8.3%
10711	1	8.3%
10664	1	8.3%
10005	1	8.3%
8005	1	8.3%
6262	1	8.3%
5548	1	8.3%
2539	1	8.3%
1362	1	8.3%

larcPerPop
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18736.94

Minimum	2026.58
Maximum	50785.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	2026.58
5-th percentile	2413.2795
Q1	4616.785
median	14765.01
Q3	26172.5725
95-th percentile	44613.0345
Maximum	50785.25
Range	48758.67
Interquartile range (IQR)	21555.7875

Descriptive statistics

Standard deviation	15487.45302
Coefficient of variation (CV)	0.8265732301
Kurtosis	0.02587838993
Mean	18736.94
Median Absolute Deviation (MAD)	10382.345
Skewness	0.8412410378
Sum	224843.28
Variance	239861201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
12812.46	1	8.3%
4655.3	1	8.3%
15124.82	1	8.3%
28892.5	1	8.3%
2729.67	1	8.3%
39563.04	1	8.3%
2026.58	1	8.3%
50785.25	1	8.3%
24081.29	1	8.3%
14405.2	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2026.58	1	8.3%
2729.67	1	8.3%
4501.24	1	8.3%
4655.3	1	8.3%
12812.46	1	8.3%
14405.2	1	8.3%
15124.82	1	8.3%
24081.29	1	8.3%
25265.93	1	8.3%
28892.5	1	8.3%

Value	Count	Frequency (%)
50785.25	1	8.3%
39563.04	1	8.3%
28892.5	1	8.3%
25265.93	1	8.3%
24081.29	1	8.3%
15124.82	1	8.3%
14405.2	1	8.3%
12812.46	1	8.3%
4655.3	1	8.3%
4501.24	1	8.3%

autoTheft
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3046.583333

Minimum	49
Maximum	11932
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	49
5-th percentile	52.3
Q1	263
median	2256
Q3	4259.5
95-th percentile	9228.75
Maximum	11932
Range	11883
Interquartile range (IQR)	3996.5

Descriptive statistics

Standard deviation	3528.221403
Coefficient of variation (CV)	1.158091218
Kurtosis	2.870992593
Mean	3046.583333
Median Absolute Deviation (MAD)	2032
Skewness	1.644102172
Sum	36559
Variance	12448346.27
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
302	1	8.3%
146	1	8.3%
1155	1	8.3%
4183	1	8.3%
55	1	8.3%
4489	1	8.3%
49	1	8.3%
7017	1	8.3%
2719	1	8.3%
2137	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
49	1	8.3%
55	1	8.3%
146	1	8.3%
302	1	8.3%
1155	1	8.3%
2137	1	8.3%
2375	1	8.3%
2719	1	8.3%
4183	1	8.3%
4489	1	8.3%

Value	Count	Frequency (%)
11932	1	8.3%
7017	1	8.3%
4489	1	8.3%
4183	1	8.3%
2719	1	8.3%
2375	1	8.3%
2137	1	8.3%
1155	1	8.3%
302	1	8.3%
146	1	8.3%

autoTheftPerPop
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4195.09

Minimum	290.39
Maximum	13121.73
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	290.39
5-th percentile	303.8045
Q1	1075.8575
median	3299.43
Q3	6080.6775
95-th percentile	10956.853
Maximum	13121.73
Range	12831.34
Interquartile range (IQR)	5004.82

Descriptive statistics

Standard deviation	4010.540359
Coefficient of variation (CV)	0.9560081807
Kurtosis	0.7518815733
Mean	4195.09
Median Absolute Deviation (MAD)	2596.625
Skewness	1.130934372
Sum	50341.08
Variance	16084433.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1301.7	1	8.3%
398.33	1	8.3%
2983.9	1	8.3%
9185.59	1	8.3%
290.39	1	8.3%
5591.58	1	8.3%
314.78	1	8.3%
13121.73	1	8.3%
7547.97	1	8.3%
3614.96	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
290.39	1	8.3%
314.78	1	8.3%
398.33	1	8.3%
1301.7	1	8.3%
2166.64	1	8.3%
2983.9	1	8.3%
3614.96	1	8.3%
3823.51	1	8.3%
5591.58	1	8.3%
7547.97	1	8.3%

Value	Count	Frequency (%)
13121.73	1	8.3%
9185.59	1	8.3%
7547.97	1	8.3%
5591.58	1	8.3%
3823.51	1	8.3%
3614.96	1	8.3%
2983.9	1	8.3%
2166.64	1	8.3%
1301.7	1	8.3%
398.33	1	8.3%

arsons
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	10
Distinct (%)	83.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57.08333333

Minimum	0
Maximum	235
Zeros	3
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.75
median	20
Q3	98.75
95-th percentile	173.95
Maximum	235
Range	235
Interquartile range (IQR)	98

Descriptive statistics

Standard deviation	72.95884062
Coefficient of variation (CV)	1.278111077
Kurtosis	2.010014767
Mean	57.08333333
Median Absolute Deviation (MAD)	20
Skewness	1.490120571
Sum	685
Variance	5322.992424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3	25.0%
18	1	8.3%
124	1	8.3%
119	1	8.3%
58	1	8.3%
1	1	8.3%
235	1	8.3%
92	1	8.3%
16	1	8.3%
22	1	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	25.0%
1	1	8.3%
16	1	8.3%
18	1	8.3%
22	1	8.3%
58	1	8.3%
92	1	8.3%
119	1	8.3%
124	1	8.3%
235	1	8.3%

Value	Count	Frequency (%)
235	1	8.3%
124	1	8.3%
119	1	8.3%
92	1	8.3%
58	1	8.3%
22	1	8.3%
18	1	8.3%
16	1	8.3%
1	1	8.3%
0	3	25.0%

arsonsPerPop
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	10
Distinct (%)	83.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	146.535

Minimum	0
Maximum	356.38
Zeros	3
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6.87
median	103.28
Q3	282.0125
95-th percentile	330.6125
Maximum	356.38
Range	356.38
Interquartile range (IQR)	275.1425

Descriptive statistics

Standard deviation	136.2313051
Coefficient of variation (CV)	0.9296844104
Kurtosis	-1.676040514
Mean	146.535
Median Absolute Deviation (MAD)	103.28
Skewness	0.2934163506
Sum	1758.42
Variance	18558.96848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3	25.0%
107.45	1	8.3%
288.56	1	8.3%
219.1	1	8.3%
279.83	1	8.3%
9.16	1	8.3%
356.38	1	8.3%
309.53	1	8.3%
99.11	1	8.3%
89.3	1	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	25.0%
9.16	1	8.3%
89.3	1	8.3%
99.11	1	8.3%
107.45	1	8.3%
219.1	1	8.3%
279.83	1	8.3%
288.56	1	8.3%
309.53	1	8.3%
356.38	1	8.3%

Value	Count	Frequency (%)
356.38	1	8.3%
309.53	1	8.3%
288.56	1	8.3%
279.83	1	8.3%
219.1	1	8.3%
107.45	1	8.3%
99.11	1	8.3%
89.3	1	8.3%
9.16	1	8.3%
0	3	25.0%

ViolentCrimesPerPop
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4434.085833

Minimum	578.89
Maximum	12587.74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	578.89
5-th percentile	865.869
Q1	1896.415
median	3865.76
Q3	5335.155
95-th percentile	10319.54
Maximum	12587.74
Range	12008.85
Interquartile range (IQR)	3438.74

Descriptive statistics

Standard deviation	3593.160056
Coefficient of variation (CV)	0.8103496846
Kurtosis	1.02743423
Mean	4434.085833
Median Absolute Deviation (MAD)	2041.82
Skewness	1.230414008
Sum	53209.03
Variance	12910799.19
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3849.67	1	8.3%
1100.67	1	8.3%
3881.85	1	8.3%
8463.74	1	8.3%
1678.99	1	8.3%
2343.11	1	8.3%
578.89	1	8.3%
12587.74	1	8.3%
4364.1	1	8.3%
4143.06	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
578.89	1	8.3%
1100.67	1	8.3%
1678.99	1	8.3%
1968.89	1	8.3%
2343.11	1	8.3%
3849.67	1	8.3%
3881.85	1	8.3%
4143.06	1	8.3%
4364.1	1	8.3%
8248.32	1	8.3%

Value	Count	Frequency (%)
12587.74	1	8.3%
8463.74	1	8.3%
8248.32	1	8.3%
4364.1	1	8.3%
4143.06	1	8.3%
3881.85	1	8.3%
3849.67	1	8.3%
2343.11	1	8.3%
1968.89	1	8.3%
1678.99	1	8.3%

nonViolPerPop
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE
ZEROS

Distinct	12
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27312.375

Minimum	0
Maximum	83154.84
Zeros	1
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	224.0 B

Quantile statistics

Minimum	0
5-th percentile	1755.446
Q1	6394.5875
median	20953.545
Q3	41672.855
95-th percentile	65227.5845
Maximum	83154.84
Range	83154.84
Interquartile range (IQR)	35278.2675

Descriptive statistics

Standard deviation	24593.21001
Coefficient of variation (CV)	0.9004420162
Kurtosis	0.9226218459
Mean	27312.375
Median Absolute Deviation (MAD)	17306.47
Skewness	1.01287064
Sum	327748.5
Variance	604825978.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
21471.44	1	8.3%
7158.64	1	8.3%
20435.65	1	8.3%
50559.83	1	8.3%
4102.43	1	8.3%
44602.25	1	8.3%
3191.72	1	8.3%
83154.84	1	8.3%
40696.39	1	8.3%
17254.38	1	8.3%
Other values (2)	2	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	8.3%
3191.72	1	8.3%
4102.43	1	8.3%
7158.64	1	8.3%
17254.38	1	8.3%
20435.65	1	8.3%
21471.44	1	8.3%
35120.93	1	8.3%
40696.39	1	8.3%
44602.25	1	8.3%

Value	Count	Frequency (%)
83154.84	1	8.3%
50559.83	1	8.3%
44602.25	1	8.3%
40696.39	1	8.3%
35120.93	1	8.3%
21471.44	1	8.3%
20435.65	1	8.3%
17254.38	1	8.3%
7158.64	1	8.3%
4102.43	1	8.3%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	countyCode	population	agePct12t21	agePct12t29	agePct16t24	agePct65up	murders	murdPerPop	rapes	rapesPerPop	robberies	robbbPerPop	assaults	assaultPerPop	burglaries	burglPerPop	larcenies	larcPerPop	autoTheft	autoTheftPerPop	arsons	arsonsPerPop	ViolentCrimesPerPop	nonViolPerPop
0	1	117815	10.786667	20.661667	9.840000	20.605000	2.0	4.67	42.0	159.30	56.0	233.51	1015.0	3452.21	1574.0	7249.80	2539.0	12812.46	302.0	1301.70	18.0	107.45	3849.67	21471.44
1	3	65419	15.405000	28.530000	15.815000	15.230000	0.0	0.00	4.0	17.13	31.0	74.96	301.0	1008.59	681.0	2105.03	1362.0	4655.30	146.0	398.33	0.0	0.00	1100.67	7158.64
2	5	350691	15.644444	27.465556	14.786667	12.706667	4.0	4.26	90.0	144.52	491.0	743.43	1928.0	2989.64	3537.0	6705.23	6262.0	15124.82	1155.0	2983.90	124.0	288.56	3881.85	20435.65
3	9	557058	12.461875	25.129375	12.110000	12.821250	14.0	22.38	149.0	328.14	976.0	1658.12	3026.0	6455.10	6926.0	15646.60	10664.0	28892.50	4183.0	9185.59	119.0	219.10	8463.74	50559.83
4	11	18666	12.330000	24.460000	11.680000	15.810000	0.0	0.00	17.0	89.76	15.0	79.20	286.0	1510.03	205.0	1082.37	517.0	2729.67	55.0	290.39	0.0	0.00	1678.99	4102.43
5	13	283181	13.974286	24.681429	12.748571	13.495714	21.0	16.88	157.0	234.99	727.0	662.32	556.0	1972.98	4217.0	6779.59	10711.0	39563.04	4489.0	5591.58	58.0	279.83	2343.11	44602.25
6	15	27264	15.805000	27.525000	15.555000	11.700000	0.0	0.00	3.0	20.78	7.0	40.66	66.0	517.44	105.0	841.20	286.0	2026.58	49.0	314.78	1.0	9.16	578.89	3191.72
7	17	1174850	12.559706	26.943235	13.136471	11.220000	17.0	39.76	216.0	445.54	1039.0	1628.82	4894.0	10473.69	8683.0	18891.46	21910.0	50785.25	7017.0	13121.73	235.0	356.38	12587.74	83154.84
8	21	530233	12.433158	25.665263	12.582105	12.025263	8.0	25.16	96.0	333.59	290.0	808.07	1167.0	3197.25	2848.0	8757.58	8005.0	24081.29	2719.0	7547.97	92.0	309.53	4364.10	40696.39
9	23	253897	14.426667	27.066667	13.566667	9.442222	16.0	19.13	83.0	194.25	361.0	540.12	1407.0	3389.55	2869.0	6689.06	5548.0	14405.20	2137.0	3614.96	16.0	99.11	4143.06	17254.38

Last rows

	countyCode	population	agePct12t21	agePct12t29	agePct16t24	agePct65up	murders	murdPerPop	rapes	rapesPerPop	robberies	robbbPerPop	assaults	assaultPerPop	burglaries	burglPerPop	larcenies	larcPerPop	autoTheft	autoTheftPerPop	arsons	arsonsPerPop	ViolentCrimesPerPop	nonViolPerPop
2	5	350691	15.644444	27.465556	14.786667	12.706667	4.0	4.26	90.0	144.52	491.0	743.43	1928.0	2989.64	3537.0	6705.23	6262.0	15124.82	1155.0	2983.90	124.0	288.56	3881.85	20435.65
3	9	557058	12.461875	25.129375	12.110000	12.821250	14.0	22.38	149.0	328.14	976.0	1658.12	3026.0	6455.10	6926.0	15646.60	10664.0	28892.50	4183.0	9185.59	119.0	219.10	8463.74	50559.83
4	11	18666	12.330000	24.460000	11.680000	15.810000	0.0	0.00	17.0	89.76	15.0	79.20	286.0	1510.03	205.0	1082.37	517.0	2729.67	55.0	290.39	0.0	0.00	1678.99	4102.43
5	13	283181	13.974286	24.681429	12.748571	13.495714	21.0	16.88	157.0	234.99	727.0	662.32	556.0	1972.98	4217.0	6779.59	10711.0	39563.04	4489.0	5591.58	58.0	279.83	2343.11	44602.25
6	15	27264	15.805000	27.525000	15.555000	11.700000	0.0	0.00	3.0	20.78	7.0	40.66	66.0	517.44	105.0	841.20	286.0	2026.58	49.0	314.78	1.0	9.16	578.89	3191.72
7	17	1174850	12.559706	26.943235	13.136471	11.220000	17.0	39.76	216.0	445.54	1039.0	1628.82	4894.0	10473.69	8683.0	18891.46	21910.0	50785.25	7017.0	13121.73	235.0	356.38	12587.74	83154.84
8	21	530233	12.433158	25.665263	12.582105	12.025263	8.0	25.16	96.0	333.59	290.0	808.07	1167.0	3197.25	2848.0	8757.58	8005.0	24081.29	2719.0	7547.97	92.0	309.53	4364.10	40696.39
9	23	253897	14.426667	27.066667	13.566667	9.442222	16.0	19.13	83.0	194.25	361.0	540.12	1407.0	3389.55	2869.0	6689.06	5548.0	14405.20	2137.0	3614.96	16.0	99.11	4143.06	17254.38
10	25	574283	15.090000	35.850000	19.450000	10.050000	98.0	17.80	480.0	87.16	4081.0	741.04	6184.0	1122.90	7982.0	1449.39	24789.0	4501.24	11932.0	2166.64	0.0	0.00	1968.89	0.00
11	27	457584	13.834118	27.572941	13.511176	11.642941	20.0	45.39	188.0	586.82	773.0	894.79	1431.0	7152.48	5669.0	12146.42	10005.0	25265.93	2375.0	3823.51	22.0	89.30	8248.32	35120.93

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows